Research of the Influence of External Conditions on the Optimal Value of the Valves Hydraulic Resistances of Heating Devices Installed in a Heating Indoor Area
The article substantiates the relevance of the use of artificial intelligence methods for energy saving problems and provides examples of such works, including using the method of mathematical optimization. Several examples of topical optimization problems are given. The necessity of studying the la...
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The Fund for Promotion of Internet media, IT education, human development «League Internet Media»
2020-11-01
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Online Access: | http://sitito.cs.msu.ru/index.php/SITITO/article/view/683 |
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doaj-a308ccd8e7644958beaf8216a7c226b72021-08-11T06:21:29ZrusThe Fund for Promotion of Internet media, IT education, human development «League Internet Media»Современные информационные технологии и IT-образование2411-14732020-11-0116359860910.25559/SITITO.16.202003.598-609Research of the Influence of External Conditions on the Optimal Value of the Valves Hydraulic Resistances of Heating Devices Installed in a Heating Indoor AreaAlexander Shuravin0https://orcid.org/0000-0001-7225-7751Sergey Vologdin1https://orcid.org/0000-0002-3013-7759Kalashnikov Izhevsk State Technical UniversityKalashnikov Izhevsk State Technical UniversityThe article substantiates the relevance of the use of artificial intelligence methods for energy saving problems and provides examples of such works, including using the method of mathematical optimization. Several examples of topical optimization problems are given. The necessity of studying the landscape of the objective function when optimizing the hydraulic regime of the heating system of buildings is substantiated. The formulation of the problem of this study, including the formula for calculating the objective function, is given. A brief description of the optimization algorithms used (genetic algorithm and directed search algorithm) is given. A description of a computational experiment is given, during which the results of optimization of thermohydraulic modes of heated rooms under different conditions were investigated: outside air temperature, temperature and coolant flow rate. This study revealed that the optimal value of the hydraulic resistances of the valves of heating devices generally decreases with a decrease in the outside air temperature, as well as the temperature and flow rate of the heat coolant. Deviations from this pattern are observed under extreme conditions: too low outside air temperature, at low (for these conditions) coolant temperature or low coolant flow rate.http://sitito.cs.msu.ru/index.php/SITITO/article/view/683optimization methodsenergy savingheating networksartificial intelligence |
collection |
DOAJ |
language |
Russian |
format |
Article |
sources |
DOAJ |
author |
Alexander Shuravin Sergey Vologdin |
spellingShingle |
Alexander Shuravin Sergey Vologdin Research of the Influence of External Conditions on the Optimal Value of the Valves Hydraulic Resistances of Heating Devices Installed in a Heating Indoor Area Современные информационные технологии и IT-образование optimization methods energy saving heating networks artificial intelligence |
author_facet |
Alexander Shuravin Sergey Vologdin |
author_sort |
Alexander Shuravin |
title |
Research of the Influence of External Conditions on the Optimal Value of the Valves Hydraulic Resistances of Heating Devices Installed in a Heating Indoor Area |
title_short |
Research of the Influence of External Conditions on the Optimal Value of the Valves Hydraulic Resistances of Heating Devices Installed in a Heating Indoor Area |
title_full |
Research of the Influence of External Conditions on the Optimal Value of the Valves Hydraulic Resistances of Heating Devices Installed in a Heating Indoor Area |
title_fullStr |
Research of the Influence of External Conditions on the Optimal Value of the Valves Hydraulic Resistances of Heating Devices Installed in a Heating Indoor Area |
title_full_unstemmed |
Research of the Influence of External Conditions on the Optimal Value of the Valves Hydraulic Resistances of Heating Devices Installed in a Heating Indoor Area |
title_sort |
research of the influence of external conditions on the optimal value of the valves hydraulic resistances of heating devices installed in a heating indoor area |
publisher |
The Fund for Promotion of Internet media, IT education, human development «League Internet Media» |
series |
Современные информационные технологии и IT-образование |
issn |
2411-1473 |
publishDate |
2020-11-01 |
description |
The article substantiates the relevance of the use of artificial intelligence methods for energy saving problems and provides examples of such works, including using the method of mathematical optimization. Several examples of topical optimization problems are given. The necessity of studying the landscape of the objective function when optimizing the hydraulic regime of the heating system of buildings is substantiated. The formulation of the problem of this study, including the formula for calculating the objective function, is given. A brief description of the optimization algorithms used (genetic algorithm and directed search algorithm) is given. A description of a computational experiment is given, during which the results of optimization of thermohydraulic modes of heated rooms under different conditions were investigated: outside air temperature, temperature and coolant flow rate. This study revealed that the optimal value of the hydraulic resistances of the valves of heating devices generally decreases with a decrease in the outside air temperature, as well as the temperature and flow rate of the heat coolant. Deviations from this pattern are observed under extreme conditions: too low outside air temperature, at low (for these conditions) coolant temperature or low coolant flow rate. |
topic |
optimization methods energy saving heating networks artificial intelligence |
url |
http://sitito.cs.msu.ru/index.php/SITITO/article/view/683 |
work_keys_str_mv |
AT alexandershuravin researchoftheinfluenceofexternalconditionsontheoptimalvalueofthevalveshydraulicresistancesofheatingdevicesinstalledinaheatingindoorarea AT sergeyvologdin researchoftheinfluenceofexternalconditionsontheoptimalvalueofthevalveshydraulicresistancesofheatingdevicesinstalledinaheatingindoorarea |
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